Library
pandas agent skills for Claude Code, Codex and other agents.
- skills
- 169
- official
- 6
- Type
- Library
- Website
- pandas.pydata.org
- Official GitHub
- pandas-dev
pandas skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
Official (6 skills)
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR. | anthropics/ | 180k | 48 repos | ~2k | Automated safety check: Pass | Proprietary | 2 days ago |
| 2 | Creates, edits and analyzes spreadsheets (.xlsx, .xlsm, .csv, .tsv) with openpyxl and pandas, writing live formulas and recalculating to confirm zero formula errors. | anthropics/ | 180k | 4 repos | ~2.1k | Automated safety check: Pass | Proprietary | 2 days ago |
| 3 | Bulk reads, multi-page iteration, and analytics over Dataverse data. | microsoft/ | 241 | — | ~4.5k | Automated safety check: Notes | MIT | 2 days ago |
| 4 | A skill your agent uses when tasks involve creating, editing, analyzing, or formatting spreadsheets (.xlsx, .csv, .tsv) using Python (openpyxl, pandas), especially when formulas, references, and… | trailofbits/ | 512 | — | ~1.3k | Automated safety check: Notes | CC-BY-SA-4.0 | 2 mo ago |
| 5 | Official NVIDIA-authored guidance for NVIDIA cuDF GPU DataFrames, pandas acceleration, dask-cuDF, ETL, joins, groupby, CSV/Parquet I/O, nullable semantics, and multi-GPU DataFrame workloads. | NVIDIA/ | 3.5k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | today |
| 6 | Common pandas and matplotlib patterns for data analysis and visualization | langchain-ai/ | 424 | — | ~117 | Automated safety check: Pass | MIT | today |
Community
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 7 | Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). | poco-ai/ | 1.4k | 6 repos | ~2.1k | Automated safety check: Pass | MIT | 15 days ago |
| 8 | 8.Seaborn Statistical visualization with pandas integration. An agent skill from zLanqing/codex-claude-academic-skills. | zLanqing/ | 4.6k | 16 repos | ~4.9k | Automated safety check: Pass | BSD-3-Clause | 4 mo ago |
| 9 | Diagnose and fix ModuleNotFoundError in Nuitka standalone binaries caused by missing implicit imports. | Nuitka/ | 15k | — | ~519 | Automated safety check: Pass | AGPL-3.0 | yesterday |
| 10 | Answers questions from a local knowledge base folder by walking hierarchical index files and searching with grep, pdfplumber and pandas instead of loading whole files. | ConardLi/ | 714 | 2 repos | ~1.7k | Automated safety check: Pass | No licence | 5 mo ago |
| 11 | A skill your agent uses when the user has tabular data (pandas DataFrame, parquet, csv, Arrow, json) and wants to filter, group, aggregate, join, or speed up slow pandas. | vemetric/ | 394 | 2 repos | ~1.4k | Automated safety check: Pass | Apache-2.0 | today |
| 12 | 12.Tushare Data 面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求,转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。 | zillionare/ | 318 | 2 repos | ~2.3k | Automated safety check: Pass | No licence | today |
| 13 | Creates and edits .xlsx workbooks with real Excel formulas rather than hardcoded computed values, defaulting to exceljs in TypeScript with a static formula-safety check. | pipeshub-ai/ | 3.8k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | today |
| 14 | Analyzes CSV files, generates summary stats, and plots quick visualizations using Python and pandas. | coffeefuelbump/ | 468 | 2 repos | ~1.4k | Automated safety check: Pass | No licence | 11 mo ago |
| 15 | Builds, edits and cleans Excel workbooks inside BiSheng's code executor using openpyxl, with LibreOffice recalculation and a pre-delivery check. | dataelement/ | 12k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | 7 days ago |
| 16 | 16.Chdb SQL A skill your agent uses when the user wants to run SQL — especially analytical SQL — on local files (parquet/csv/json), URLs, S3 paths, or remote databases (Postgres, MySQL, MongoDB, ClickHouse… | vemetric/ | 394 | 1 repo | ~1.2k | Automated safety check: Pass | Apache-2.0 | today |
| 17 | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. | Raidriar7170/ | 125 | 6 repos | ~1.4k | Automated safety check: Pass | MIT | 11 days ago |
| 18 | Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh). | cortega26/ | 113 | 2 repos | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 19 | Analyze event logs, clickstreams, user paths, product funnels, retention, behavioral segments, transition graphs, step matrices, sequence patterns, and customer journeys using Retentioneering. | retentioneering/ | 920 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 20 | Builds, edits, cleans, recalculates and reads Excel workbooks and CSV files with openpyxl and pandas, plus LibreOffice for recalculation and PDF export. | XiaomiMiMo/ | 14k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 21 | Converts a tender document into Markdown, extracts scoring criteria and requirements, then drafts an industry-formatted technical bid as a Word file. | Get00/ | 167 | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | 13 days ago |
| 22 | 22.Pandas Pro Handles pandas DataFrame work: cleaning, merging, groupby aggregation, pivots, time-series resampling and memory tuning, with checks on dtypes, shapes and nulls. | Jeffallan/ | 12k | 1 repo | ~1.5k | Automated safety check: Pass | MIT | 4 days ago |
| 23 | 23.Release Meerschaum release process — bump version, update changelog, stage dev→main PR, run CI, publish to PyPI, tag, GitHub release, build/push Docker images, rebuild docs on prod VPS. | bmeares/ | 154 | — | ~1.1k | Automated safety check: Notes | Apache-2.0 | 29 days ago |
| 24 | Queries the data warehouse with SQL and answers business questions about data. | astronomer/ | 450 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 25 | 25.Excel Parser Smart Excel/CSV file parsing with intelligent routing based on file complexity analysis. | Harryoung/ | 104 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 26 | Writes statistical analysis code for experimental data, runs it through a four-round review, and reports effect sizes, p-values and confidence intervals. | lingzhi227/ | 383 | — | ~886 | Automated safety check: Pass | No licence | 7 mo ago |
| 27 | 27.XLSX Use this skill any time a spreadsheet file is the primary input or output. | mateaix/ | 1.1k | — | ~1.5k | Automated safety check: Pass | Proprietary | 2 days ago |
| 28 | Build an auditable release-evidence workflow for a desktop or packaged application. | Ali-Marandi/ | 107 | — | ~1.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 29 | Runs a math modeling contest pipeline for CUMCM and MCM/ICM entries in Codex CLI, with git checkpoints, verified solver code and human review at each stage. | RealSeaberry/ | 258 | — | ~1.6k | Automated safety check: Pass | MIT | 27 days ago |
| 30 | Reads screenshots of brokerage or portfolio transaction tables, checks the rows for duplicates and prints lines you can paste into your operations file by hand. | guilhermecgs/ | 178 | — | ~1.2k | Automated safety check: Pass | MPL-2.0 | 2 mo ago |
| 31 | Loads, cleans, aggregates and joins tabular data with pandas under a verification rule: every number reported must be one that the code actually printed. | pipeshub-ai/ | 3.8k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | today |
| 32 | 撰写文笔精炼、富有深度的量化交易博文,论点清晰、证据确凿、叙事层次更加丰富。适用于量化交易博文、因子研究、回测复盘、数据源排查、市场微观结构、策略原理、风险控制、职业观察、量化人物故事等选题。文章将聚焦具体角度,提供详实的大纲、证据规划及成稿,力求内容兼具思想深度与诚实性,而非单纯口号式宣传;同时,通过人物经历、引言、贡献及行业背景的融入,让文章更具可读性和吸引力。 | zillionare/ | 318 | — | ~895 | Automated safety check: Pass | No licence | today |
| 33 | Runs exploratory data analysis on tabular data after you confirm each column's measurement level, then writes CSV tables and a narrative summary. | TyrealQ/ | 108 | — | ~1.1k | Automated safety check: Pass | MIT | 14 days ago |
| 34 | Works with datasets far too big to download or load in pandas — SQL over remote Parquet with DuckDB, aggregate-then-model, iterate on samples. | flyrank-bih/ | 140 | — | ~750 | Automated safety check: Pass | Unknown | 1 mo ago |
| 35 | Trains LLMs with reinforcement learning using verl, from ByteDance's Seed team, with GRPO, PPO and other algorithms and swappable training and rollout backends. | Orchestra-Research/ | 13k | 3 repos | ~2.4k | Automated safety check: Pass | MIT | 3 mo ago |
| 36 | Extracts pixel, video-frame, speech, music and visual-semantic features from image, video and audio files for research datasets, using local tools or the Gemini API. | TyrealQ/ | 108 | — | ~2k | Automated safety check: Notes | MIT | 14 days ago |
| 37 | 37.Kimi XLSX Specialized utility for advanced manipulation, analysis, and creation of spreadsheet files, including (but not limited to) XLSX, XLSM, CSV formats. | thvroyal/ | 238 | — | ~9.5k | Automated safety check: Pass | No licence | 6 mo ago |
| 38 | instructions for updating and managing project dependencies (including Github actions). | maread99/ | 106 | — | ~2.4k | Automated safety check: Notes | MIT | 22 days ago |
| 39 | Finds duplicate and junk records in a CRM CSV export with fuzzy matching, normalizes fields and writes a reviewable merge plan plus import-ready files without touching the live CRM. | OneWave-AI/ | 322 | — | ~2.5k | Automated safety check: Pass | MIT | 5 days ago |
| 40 | Modern Python coaching covering language foundations through advanced production patterns. | SpillwaveSolutions/ | 120 | — | ~1.4k | Automated safety check: Notes | MIT | 18 days ago |
| 41 | Analyzes uploaded cohort data to compute retention curves and feature adoption trends, builds heatmaps and charts, and suggests qualitative follow-up research. | phuryn/ | 27k | — | ~1.3k | Automated safety check: Pass | MIT | 23 days ago |
| 42 | Runs differential gene expression analysis on bulk RNA-seq counts with PyDESeq2: design formulas, Wald tests, FDR correction and volcano or MA plots. | davila7/ | 32k | 12 repos | ~4k | Automated safety check: Pass | MIT | today |
| 43 | Processes tabular datasets too large for RAM with Vaex: lazy DataFrames, fast aggregations, big-data plots and ML pipelines over CSV, HDF5, Arrow and Parquet. | davila7/ | 32k | 12 repos | ~1.6k | Automated safety check: Pass | MIT | today |
| 44 | Creates, edits, cleans and analyzes Excel and CSV files with openpyxl and pandas, recalculating formulas through LibreOffice so files are delivered without formula errors. | agentscope-ai/ | 35k | — | ~1.8k | Automated safety check: Pass | Proprietary | 7 days ago |
| 45 | Detects Chan theory price structures (fractals, strokes, pivots) and first, second and third buy and sell points from OHLCV bars using the czsc library, in Chinese. | HKUDS/ | 35k | — | ~658 | Automated safety check: Pass | MIT | yesterday |
| 46 | Consolidates BERTopic, LDA or NMF topic output into a theory-driven classification framework and writes the final labels back to an Excel file. | TyrealQ/ | 108 | — | ~1k | Automated safety check: Pass | MIT | 14 days ago |
| 47 | Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. | davila7/ | 32k | 10 repos | ~2k | Automated safety check: Pass | MIT | today |
| 48 | Handles vector geospatial data in Python with GeoPandas: reading shapefiles, GeoJSON and GeoPackage, reprojecting, spatial joins, overlays, clipping and maps. | davila7/ | 32k | 10 repos | ~1.8k | Automated safety check: Pass | MIT | today |
Questions, answered from the data.
What is the best pandas skill?
PDF Processing (official) from anthropics/skills ranks first of the 169 pandas skills listed here, with the highest score: its repository has 180k GitHub stars, 48 other GitHub owners carry a copy, its SKILL.md loads about 2k tokens and it passes the automated safety check with no findings. Next come Excel Spreadsheet Creation and Editing and Dv Query.
Is there an official pandas skill?
6 of the 169 pandas skills are official, published by the vendor's own GitHub organization: PDF Processing, Excel Spreadsheet Creation and Editing, Dv Query, Openai Spreadsheet, Accelerated Computing Cudf and 1 more.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.